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1 // Auto-generated file. Do not edit!
2 //   Template: src/qs8-igemm/c2-neon-mull-dup.c.in
3 //   Generator: tools/xngen
4 //
5 // Copyright 2021 Google LLC
6 //
7 // This source code is licensed under the BSD-style license found in the
8 // LICENSE file in the root directory of this source tree.
9 
10 #include <assert.h>
11 
12 #include <arm_neon.h>
13 
14 #include <xnnpack/gemm.h>
15 #include <xnnpack/math.h>
16 
xnn_qs8_igemm_minmax_rndnu_ukernel_3x8c2__neon_mull_ld4r(size_t mr,size_t nc,size_t kc,size_t ks,const int8_t ** restrict a,const void * restrict w,int8_t * restrict c,size_t cm_stride,size_t cn_stride,size_t a_offset,const int8_t * zero,const union xnn_qs8_conv_minmax_params params[restrict XNN_MIN_ELEMENTS (1)])17 void xnn_qs8_igemm_minmax_rndnu_ukernel_3x8c2__neon_mull_ld4r(
18     size_t mr,
19     size_t nc,
20     size_t kc,
21     size_t ks,
22     const int8_t** restrict a,
23     const void* restrict w,
24     int8_t* restrict c,
25     size_t cm_stride,
26     size_t cn_stride,
27     size_t a_offset,
28     const int8_t* zero,
29     const union xnn_qs8_conv_minmax_params params[restrict XNN_MIN_ELEMENTS(1)]) XNN_OOB_READS
30 {
31   assert(mr != 0);
32   assert(mr <= 3);
33   assert(nc != 0);
34   assert(kc != 0);
35   assert(ks != 0);
36   assert(ks % (3 * sizeof(void*)) == 0);
37   assert(a_offset % sizeof(int8_t) == 0);
38   assert(a != NULL);
39   assert(w != NULL);
40   assert(c != NULL);
41 
42   kc = round_up_po2(kc, 2 * sizeof(int8_t));
43   int8_t* c0 = c;
44   int8_t* c1 = (int8_t*) ((uintptr_t) c0 + cm_stride);
45   if XNN_UNPREDICTABLE(mr < 2) {
46     c1 = c0;
47   }
48   int8_t* c2 = (int8_t*) ((uintptr_t) c1 + cm_stride);
49   if XNN_UNPREDICTABLE(mr <= 2) {
50     c2 = c1;
51   }
52 
53   do {
54     int32x4_t vacc0x0123 = vld1q_s32(w); w = (const void*) ((uintptr_t) w + 4 * sizeof(int32_t));
55     int32x4_t vacc0x4567 = vld1q_s32(w); w = (const void*) ((uintptr_t) w + 4 * sizeof(int32_t));
56     int32x4_t vacc1x0123 = vacc0x0123;
57     int32x4_t vacc1x4567 = vacc0x4567;
58     int32x4_t vacc2x0123 = vacc0x0123;
59     int32x4_t vacc2x4567 = vacc0x4567;
60 
61     size_t p = ks;
62     do {
63       const int8_t* restrict a0 = a[0];
64       if XNN_UNPREDICTABLE(a0 != zero) {
65         a0 = (const int8_t*) ((uintptr_t) a0 + a_offset);
66       }
67       const int8_t* restrict a1 = a[1];
68       if XNN_UNPREDICTABLE(a1 != zero) {
69         a1 = (const int8_t*) ((uintptr_t) a1 + a_offset);
70       }
71       const int8_t* restrict a2 = a[2];
72       if XNN_UNPREDICTABLE(a2 != zero) {
73         a2 = (const int8_t*) ((uintptr_t) a2 + a_offset);
74       }
75       a += 3;
76 
77       size_t k = kc;
78 
79 
80       while (k >= 8 * sizeof(int8_t)) {
81         const int16x4x4_t va0 = vld4_dup_s16((const void*)a0); a0 += 8;
82         const int16x4x4_t va1 = vld4_dup_s16((const void*)a1); a1 += 8;
83         const int16x4x4_t va2 = vld4_dup_s16((const void*)a2); a2 += 8;
84 
85         const int8x8_t vb0123c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
86         const int8x8_t vb4567c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
87         const int8x8_t vb0123c1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
88         const int8x8_t vb4567c1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
89         const int8x8_t vb0123c2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
90         const int8x8_t vb4567c2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
91         const int8x8_t vb0123c3 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
92         const int8x8_t vb4567c3 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
93 
94         const int8x8_t va0c0 = vreinterpret_s8_s16(va0.val[0]);
95         const int8x8_t va1c0 = vreinterpret_s8_s16(va1.val[0]);
96         const int8x8_t va2c0 = vreinterpret_s8_s16(va2.val[0]);
97 
98         const int16x8_t vprod0x0123c0 = vmull_s8(vb0123c0, va0c0);
99         const int16x8_t vprod1x0123c0 = vmull_s8(vb0123c0, va1c0);
100         const int16x8_t vprod2x0123c0 = vmull_s8(vb0123c0, va2c0);
101         vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c0);
102         vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c0);
103         vacc2x0123 = vpadalq_s16(vacc2x0123, vprod2x0123c0);
104         const int16x8_t vprod0x4567c0 = vmull_s8(vb4567c0, va0c0);
105         const int16x8_t vprod1x4567c0 = vmull_s8(vb4567c0, va1c0);
106         const int16x8_t vprod2x4567c0 = vmull_s8(vb4567c0, va2c0);
107         vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c0);
108         vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c0);
109         vacc2x4567 = vpadalq_s16(vacc2x4567, vprod2x4567c0);
110         const int8x8_t va0c1 = vreinterpret_s8_s16(va0.val[1]);
111         const int8x8_t va1c1 = vreinterpret_s8_s16(va1.val[1]);
112         const int8x8_t va2c1 = vreinterpret_s8_s16(va2.val[1]);
113 
114         const int16x8_t vprod0x0123c1 = vmull_s8(vb0123c1, va0c1);
115         const int16x8_t vprod1x0123c1 = vmull_s8(vb0123c1, va1c1);
116         const int16x8_t vprod2x0123c1 = vmull_s8(vb0123c1, va2c1);
117         vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c1);
118         vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c1);
119         vacc2x0123 = vpadalq_s16(vacc2x0123, vprod2x0123c1);
120         const int16x8_t vprod0x4567c1 = vmull_s8(vb4567c1, va0c1);
121         const int16x8_t vprod1x4567c1 = vmull_s8(vb4567c1, va1c1);
122         const int16x8_t vprod2x4567c1 = vmull_s8(vb4567c1, va2c1);
123         vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c1);
124         vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c1);
125         vacc2x4567 = vpadalq_s16(vacc2x4567, vprod2x4567c1);
126         const int8x8_t va0c2 = vreinterpret_s8_s16(va0.val[2]);
127         const int8x8_t va1c2 = vreinterpret_s8_s16(va1.val[2]);
128         const int8x8_t va2c2 = vreinterpret_s8_s16(va2.val[2]);
129 
130         const int16x8_t vprod0x0123c2 = vmull_s8(vb0123c2, va0c2);
131         const int16x8_t vprod1x0123c2 = vmull_s8(vb0123c2, va1c2);
132         const int16x8_t vprod2x0123c2 = vmull_s8(vb0123c2, va2c2);
133         vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c2);
134         vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c2);
135         vacc2x0123 = vpadalq_s16(vacc2x0123, vprod2x0123c2);
136         const int16x8_t vprod0x4567c2 = vmull_s8(vb4567c2, va0c2);
137         const int16x8_t vprod1x4567c2 = vmull_s8(vb4567c2, va1c2);
138         const int16x8_t vprod2x4567c2 = vmull_s8(vb4567c2, va2c2);
139         vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c2);
140         vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c2);
141         vacc2x4567 = vpadalq_s16(vacc2x4567, vprod2x4567c2);
142         const int8x8_t va0c3 = vreinterpret_s8_s16(va0.val[3]);
143         const int8x8_t va1c3 = vreinterpret_s8_s16(va1.val[3]);
144         const int8x8_t va2c3 = vreinterpret_s8_s16(va2.val[3]);
145 
146         const int16x8_t vprod0x0123c3 = vmull_s8(vb0123c3, va0c3);
147         const int16x8_t vprod1x0123c3 = vmull_s8(vb0123c3, va1c3);
148         const int16x8_t vprod2x0123c3 = vmull_s8(vb0123c3, va2c3);
149         vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c3);
150         vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c3);
151         vacc2x0123 = vpadalq_s16(vacc2x0123, vprod2x0123c3);
152         const int16x8_t vprod0x4567c3 = vmull_s8(vb4567c3, va0c3);
153         const int16x8_t vprod1x4567c3 = vmull_s8(vb4567c3, va1c3);
154         const int16x8_t vprod2x4567c3 = vmull_s8(vb4567c3, va2c3);
155         vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c3);
156         vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c3);
157         vacc2x4567 = vpadalq_s16(vacc2x4567, vprod2x4567c3);
158 
159         k -= 8 * sizeof(int8_t);
160       }
161 
162       if XNN_UNLIKELY(k != 0) {
163         const int8x8_t va0 = vld1_s8(a0); a0 = (const int8_t*) ((uintptr_t) a0 + k);
164         const int8x8_t va1 = vld1_s8(a1); a1 = (const int8_t*) ((uintptr_t) a1 + k);
165         const int8x8_t va2 = vld1_s8(a2); a2 = (const int8_t*) ((uintptr_t) a2 + k);
166 
167         const int8x8_t vb0123c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
168         const int8x8_t vb4567c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
169 
170         const int8x8_t va0c0 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va0), 0));
171         const int16x8_t vprod0x0123c0 = vmull_s8(vb0123c0, va0c0);
172         vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c0);
173         const int16x8_t vprod0x4567c0 = vmull_s8(vb4567c0, va0c0);
174         vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c0);
175         const int8x8_t va1c0 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va1), 0));
176         const int16x8_t vprod1x0123c0 = vmull_s8(vb0123c0, va1c0);
177         vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c0);
178         const int16x8_t vprod1x4567c0 = vmull_s8(vb4567c0, va1c0);
179         vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c0);
180         const int8x8_t va2c0 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va2), 0));
181         const int16x8_t vprod2x0123c0 = vmull_s8(vb0123c0, va2c0);
182         vacc2x0123 = vpadalq_s16(vacc2x0123, vprod2x0123c0);
183         const int16x8_t vprod2x4567c0 = vmull_s8(vb4567c0, va2c0);
184         vacc2x4567 = vpadalq_s16(vacc2x4567, vprod2x4567c0);
185 
186         if (k > 2 * sizeof(int8_t)) {
187           const int8x8_t vb0123c1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
188           const int8x8_t vb4567c1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
189 
190           const int8x8_t va0c1 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va0), 1));
191           const int16x8_t vprod0x0123c1 = vmull_s8(vb0123c1, va0c1);
192           vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c1);
193           const int16x8_t vprod0x4567c1 = vmull_s8(vb4567c1, va0c1);
194           vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c1);
195           const int8x8_t va1c1 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va1), 1));
196           const int16x8_t vprod1x0123c1 = vmull_s8(vb0123c1, va1c1);
197           vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c1);
198           const int16x8_t vprod1x4567c1 = vmull_s8(vb4567c1, va1c1);
199           vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c1);
200           const int8x8_t va2c1 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va2), 1));
201           const int16x8_t vprod2x0123c1 = vmull_s8(vb0123c1, va2c1);
202           vacc2x0123 = vpadalq_s16(vacc2x0123, vprod2x0123c1);
203           const int16x8_t vprod2x4567c1 = vmull_s8(vb4567c1, va2c1);
204           vacc2x4567 = vpadalq_s16(vacc2x4567, vprod2x4567c1);
205 
206           if (k > 4 * sizeof(int8_t)) {
207             const int8x8_t vb0123c2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
208             const int8x8_t vb4567c2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
209 
210             const int8x8_t va0c2 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va0), 2));
211             const int16x8_t vprod0x0123c2 = vmull_s8(vb0123c2, va0c2);
212             vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c2);
213             const int16x8_t vprod0x4567c2 = vmull_s8(vb4567c2, va0c2);
214             vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c2);
215             const int8x8_t va1c2 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va1), 2));
216             const int16x8_t vprod1x0123c2 = vmull_s8(vb0123c2, va1c2);
217             vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c2);
218             const int16x8_t vprod1x4567c2 = vmull_s8(vb4567c2, va1c2);
219             vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c2);
220             const int8x8_t va2c2 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va2), 2));
221             const int16x8_t vprod2x0123c2 = vmull_s8(vb0123c2, va2c2);
222             vacc2x0123 = vpadalq_s16(vacc2x0123, vprod2x0123c2);
223             const int16x8_t vprod2x4567c2 = vmull_s8(vb4567c2, va2c2);
224             vacc2x4567 = vpadalq_s16(vacc2x4567, vprod2x4567c2);
225           }
226         }
227       }
228       p -= 3 * sizeof(void*);
229     } while (p != 0);
230 
231     const int32x4_t vright_pre_shift = vld1q_dup_s32(&params->rndnu_neon.right_pre_shift);
232     const int32x4_t vmultiplier = vld1q_dup_s32(&params->rndnu_neon.multiplier);
233     const int32x4_t vright_post_shift = vld1q_dup_s32(&params->rndnu_neon.right_post_shift);
234 
235     vacc0x0123 = vqshlq_s32(vacc0x0123, vright_pre_shift);
236     vacc0x4567 = vqshlq_s32(vacc0x4567, vright_pre_shift);
237     vacc1x0123 = vqshlq_s32(vacc1x0123, vright_pre_shift);
238     vacc1x4567 = vqshlq_s32(vacc1x4567, vright_pre_shift);
239     vacc2x0123 = vqshlq_s32(vacc2x0123, vright_pre_shift);
240     vacc2x4567 = vqshlq_s32(vacc2x4567, vright_pre_shift);
241 
242     vacc0x0123 = vqdmulhq_s32(vacc0x0123, vmultiplier);
243     vacc0x4567 = vqdmulhq_s32(vacc0x4567, vmultiplier);
244     vacc1x0123 = vqdmulhq_s32(vacc1x0123, vmultiplier);
245     vacc1x4567 = vqdmulhq_s32(vacc1x4567, vmultiplier);
246     vacc2x0123 = vqdmulhq_s32(vacc2x0123, vmultiplier);
247     vacc2x4567 = vqdmulhq_s32(vacc2x4567, vmultiplier);
248 
249     vacc0x0123 = vrshlq_s32(vacc0x0123, vright_post_shift);
250     vacc0x4567 = vrshlq_s32(vacc0x4567, vright_post_shift);
251     vacc1x0123 = vrshlq_s32(vacc1x0123, vright_post_shift);
252     vacc1x4567 = vrshlq_s32(vacc1x4567, vright_post_shift);
253     vacc2x0123 = vrshlq_s32(vacc2x0123, vright_post_shift);
254     vacc2x4567 = vrshlq_s32(vacc2x4567, vright_post_shift);
255 
256     const int16x8_t voutput_zero_point = vld1q_dup_s16(&params->rndnu_neon.output_zero_point);
257 #if XNN_ARCH_ARM64
258     int16x8_t vacc0x01234567 = vqmovn_high_s32(vqmovn_s32(vacc0x0123), vacc0x4567);
259     int16x8_t vacc1x01234567 = vqmovn_high_s32(vqmovn_s32(vacc1x0123), vacc1x4567);
260     int16x8_t vacc2x01234567 = vqmovn_high_s32(vqmovn_s32(vacc2x0123), vacc2x4567);
261 
262     vacc0x01234567 = vqaddq_s16(vacc0x01234567, voutput_zero_point);
263     vacc1x01234567 = vqaddq_s16(vacc1x01234567, voutput_zero_point);
264     vacc2x01234567 = vqaddq_s16(vacc2x01234567, voutput_zero_point);
265 
266     int8x16_t vout0x01234567_1x01234567 = vqmovn_high_s16(vqmovn_s16(vacc0x01234567), vacc1x01234567);
267     int8x8_t vout2x01234567 = vqmovn_s16(vacc2x01234567);
268 #else
269     int16x8_t vacc0x01234567 = vcombine_s16(vqmovn_s32(vacc0x0123), vqmovn_s32(vacc0x4567));
270     int16x8_t vacc1x01234567 = vcombine_s16(vqmovn_s32(vacc1x0123), vqmovn_s32(vacc1x4567));
271     int16x8_t vacc2x01234567 = vcombine_s16(vqmovn_s32(vacc2x0123), vqmovn_s32(vacc2x4567));
272 
273     vacc0x01234567 = vqaddq_s16(vacc0x01234567, voutput_zero_point);
274     vacc1x01234567 = vqaddq_s16(vacc1x01234567, voutput_zero_point);
275     vacc2x01234567 = vqaddq_s16(vacc2x01234567, voutput_zero_point);
276 
277     int8x16_t vout0x01234567_1x01234567 = vcombine_s8(vqmovn_s16(vacc0x01234567), vqmovn_s16(vacc1x01234567));
278     int8x8_t vout2x01234567 = vqmovn_s16(vacc2x01234567);
279 #endif
280 
281     const int8x16_t voutput_min = vld1q_dup_s8(&params->rndnu_neon.output_min);
282     vout0x01234567_1x01234567 = vmaxq_s8(vout0x01234567_1x01234567, voutput_min);
283     vout2x01234567 = vmax_s8(vout2x01234567, vget_low_s8(voutput_min));
284 
285     const int8x16_t voutput_max = vld1q_dup_s8(&params->rndnu_neon.output_max);
286     vout0x01234567_1x01234567 = vminq_s8(vout0x01234567_1x01234567, voutput_max);
287     vout2x01234567 = vmin_s8(vout2x01234567, vget_low_s8(voutput_max));
288 
289     if (nc >= 8) {
290       vst1_s8(c2 + 0, vout2x01234567);
291       vst1_s8(c1 + 0, vget_high_s8(vout0x01234567_1x01234567));
292       vst1_s8(c0 + 0, vget_low_s8(vout0x01234567_1x01234567));
293 
294       c2 = (int8_t*) ((uintptr_t) c2 + cn_stride);
295       c1 = (int8_t*) ((uintptr_t) c1 + cn_stride);
296       c0 = (int8_t*) ((uintptr_t) c0 + cn_stride);
297 
298       a = (const int8_t**restrict) ((uintptr_t) a - ks);
299 
300       nc -= 8;
301     } else {
302       if (nc & 4) {
303         vst1_lane_u32((void*) c2, vreinterpret_u32_s8(vout2x01234567), 0); c2 += 4;
304         vst1q_lane_u32((void*) c1, vreinterpretq_u32_s8(vout0x01234567_1x01234567), 2); c1 += 4;
305         vst1q_lane_u32((void*) c0, vreinterpretq_u32_s8(vout0x01234567_1x01234567), 0); c0 += 4;
306         vout2x01234567 = vext_s8(vout2x01234567, vout2x01234567, 4);
307         vout0x01234567_1x01234567 = vextq_s8(vout0x01234567_1x01234567, vout0x01234567_1x01234567, 4);
308       }
309       if (nc & 2) {
310         vst1_lane_u16((void*) c2, vreinterpret_u16_s8(vout2x01234567), 0); c2 += 2;
311         vst1q_lane_u16((void*) c1, vreinterpretq_u16_s8(vout0x01234567_1x01234567), 4); c1 += 2;
312         vst1q_lane_u16((void*) c0, vreinterpretq_u16_s8(vout0x01234567_1x01234567), 0); c0 += 2;
313         vout2x01234567 = vext_s8(vout2x01234567, vout2x01234567, 2);
314         vout0x01234567_1x01234567 = vextq_s8(vout0x01234567_1x01234567, vout0x01234567_1x01234567, 2);
315       }
316       if (nc & 1) {
317         vst1_lane_s8(c2, vout2x01234567, 0);
318         vst1q_lane_s8(c1, vout0x01234567_1x01234567, 8);
319         vst1q_lane_s8(c0, vout0x01234567_1x01234567, 0);
320       }
321 
322       nc = 0;
323     }
324   } while (nc != 0);
325 }
326